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Sparse Resource Allocation for Control of Spreading Processes via Convex Optimization (2003.07555v1)
Published 17 Mar 2020 in eess.SY, cs.SY, math.DS, and math.OC
Abstract: In this letter we propose a method for sparse allocation of resources to control spreading processes -- such as epidemics and wildfires -- using convex optimization, in particular exponential cone programming. Sparsity of allocation has advantages in situations where resources cannot easily be distributed over a large area. In addition, we introduce a model of risk to optimize the product of the likelihood and the future impact of an outbreak. We demonstrate with a simplified wildfire example that our method can provide more targeted resource allocation compared to previous approaches based on geometric programming.
- Vera L. J. Somers (5 papers)
- Ian R. Manchester (77 papers)